ParseForge Scrapers

ESPN NASCAR Scraper

parseforge/espn-nascar-scraper

SportsOther

Scrapes NASCAR scoreboard results, team information, and news articles from ESPN. Returns each item as a flat row for easy analysis.

Run this scraper See the API call
Total users
2
Monthly active
1
Total runs
16
Bookmarked
0
Rating
Not rated yet
Last modified
10 days ago

Overview

ParseForge

ESPN NASCAR Scraper

Scrape NASCAR data from ESPN scoreboards, teams, and news feeds. Get race results, team details, and breaking news in a flat, structured format. No API key or browser needed. Export to CSV, JSON, Excel, or XML.

ESPN's official API requires registration and rate limits. This Actor reads ESPN's public NASCAR pages directly, pulling scoreboard results, team rosters, and news articles. Each item is returned as a flat row with consistent fields, ready for analysis or storage.

Who uses it What they scrape ESPN for
Sports analysts Tracking race results and team performance over time
Fantasy NASCAR players Monitoring driver and team news for lineup decisions
Journalists Gathering race recaps and breaking news for articles
Data scientists Building datasets for predictive models or dashboards

What it does

This Actor collects NASCAR data from ESPN's scoreboard, teams, and news endpoints, returning each item as a flat row.

  • ๐Ÿ Scoreboard: Fetch race results for a specific date or today's races.
  • ๐ŸŽ๏ธ Teams: Get team rosters, driver details, and season stats.
  • ๐Ÿ“ฐ News: Pull the latest NASCAR headlines and article summaries.
  • ๐Ÿ“… Date filter: Specify a YYYYMMDD date for scoreboard data, or leave empty for today.
  • ๐Ÿ”ข Max items: Control how many results to return, from 1 to 1,000,000 (free users limited to 10).

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with ESPN data

๐Ÿ“Š Analyze race results.

A sports analyst runs the Actor daily on the scoreboard endpoint to collect race results and build a historical performance database.

๐Ÿ† Track team performance.

A fantasy NASCAR player uses the teams endpoint to monitor driver changes and team stats before making lineup decisions.

๐Ÿ“ฐ Monitor breaking news.

A journalist sets up the news endpoint to receive the latest NASCAR headlines and article summaries for timely reporting.

๐Ÿค– Build predictive models.

A data scientist collects race results and team data over a season to train a model predicting race outcomes.

Why choose this scraper

What you get
No API key Access ESPN NASCAR data without registration or authentication
Structured output Each item is a flat row with consistent fields for easy processing
Flexible endpoints Choose from scoreboard, teams, or news to get exactly what you need
Scalable Fetch up to 1,000,000 items for paid users

How it compares

This Actor focuses specifically on NASCAR data from ESPN, while the competitors offer broader sports coverage or AI integration.

Feature ParseForge ESPN MCP Server ESPN Sports Scraper - Scores, Odds, Stats & Standings
NASCAR-specific data Yes Not listed Not listed
Scoreboard results Yes Yes Yes
Team rosters Yes Yes Yes
News articles Yes Yes Yes
No API key required Yes Not listed Yes
AI assistant integration (MCP) Not listed Yes Not listed
Multi-sport coverage Not listed Yes Yes

Configure the run

Drive the Actor by selecting an endpoint (scoreboard, teams, or news), optionally set a date for scoreboard data, and limit the number of items returned. The Input tab lists every parameter.

A first run with the defaults:

{
 "endpoint": "scoreboard",
 "maxItems": 10
}

A larger pull:

{
 "endpoint": "scoreboard",
 "maxItems": 200
}

Pricing

Pay-per-result: $0.0085 per result collected. You pay only for the results written to your dataset.

Results collected Approximate cost
100 results $0.85
1,000 results $8.50
10,000 results $85.00

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

  1. Create a free Apify account with $5 in credit.
  2. Open the ESPN NASCAR Scraper.
  3. Set your inputs and any filters, then click Start.
  4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to ESPN through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/espn-nascar-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check the date format for the scoreboard endpoint. It must be YYYYMMDD. Also, ensure the date is not in the future or too far in the past. For teams and news, there should always be results unless ESPN changes its page structure.

Why am I only getting 10 items?

Free users are limited to 10 items as a preview. Upgrade to a paid plan to increase the limit up to 1,000,000 items.

The Actor fails with an error.

Check if ESPN's website is accessible. Sometimes ESPN changes its HTML structure, which may break the scraper. If the issue persists, contact support with the error details.

The output is missing some fields.

ESPN may not provide all fields for every item. For example, a news article may not have a team association. The Actor returns whatever fields are available on the page.

Can I get data for a specific driver?

The Actor does not support filtering by driver directly. You can retrieve all teams or scoreboard data and filter the results in your own processing.

FAQ

Question Answer
What data can I scrape from ESPN NASCAR? You can scrape scoreboard results, team information, and news articles. The scoreboard includes race results for a given date, teams include rosters and stats, and news includes headlines and summaries.
Do I need an ESPN API key? No, this Actor scrapes public ESPN pages directly, so no API key or registration is required.
How do I specify a date for scoreboard data? Use the 'dates' input field with the format YYYYMMDD. Leave it empty to get today's scoreboard.
What is the maximum number of items I can get? Paid users can get up to 1,000,000 items. Free users are limited to 10 items as a preview.
Can I get data for a specific race or team? The Actor currently supports three endpoints: scoreboard, teams, and news. You cannot filter by a specific race or team directly, but you can retrieve all items from an endpoint and filter the results yourself.
What format is the output in? The output is a flat JSON structure, which can be exported to CSV, JSON, Excel, or XML from the Apify platform.
How often is the data updated? The Actor fetches data live from ESPN each time it runs, so you get the most current information available.
Is this Actor legal to use? You should review ESPN's terms of service and ensure your use complies with them. The Actor only accesses publicly available data.
Can I schedule this Actor to run automatically? Yes, you can set up a schedule in Apify to run the Actor at regular intervals, such as daily or weekly.
What if I need data from other ESPN sports? This Actor is focused on NASCAR. For other sports, consider using a more general ESPN scraper like the ESPN Sports Scraper.

Related actors

Browse the full ParseForge collection for more scrapers.

๐Ÿ†˜ Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

โš ๏ธ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by ESPN, Inc. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.

Input

FieldTypeWhat it doesDefault
endpoint string (3 options) ESPN sub-endpoint to fetch. scoreboard
maxItems integer Free users: Limited to 10 items (preview). Paid users: Optional, max 1,000,000 10
dates string Optional YYYYMMDD date for scoreboard. Leave empty for today. not set

Pricing

from $7.69 per 1,000 results

Charged forWhat it isPrice each
result Single result in the default dataset. $0.00769 to $0.0085

Tiered: the lower figure is the price on a higher Apify plan. Billing and the free credit live on Apify.

API

One POST returns the dataset directly. Same shape for every scraper in the library, so swapping the slug is the only change.

POST ยท run and get results
curl -X POST "https://api.apify.com/v2/acts/parseforge~espn-nascar-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "helloWorld": 123
  }'

Examples

Input that runs as-is.

input.json
{
  "helloWorld": 123
}

Reviews

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Issues

We build and maintain this scraper, so a problem with it comes to us. Report it on the Apify listing and the thread stays attached to the scraper where the next person can find it: open an issue.

Broken and urgent, or you would rather not post in public? Write to parseforge@protonmail.com and it reaches the people who wrote it.

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